Operator Guide
Everything you need to deploy and run an operator on the Tangle Router network.
Search guides and API reference.
What is an Operator?
An operator is an independent infrastructure provider that deploys a Tangle Blueprint to serve AI model inference. Operators stake TNT as collateral, set their own pricing, and earn a share of the inference revenue they serve.
How Routing Works
On the operator lane, Router selects eligible operators based on latency, uptime and price. A failure can trigger another eligible attempt; pins and policy constraints can prevent retries, and exhaustion returns an error. Direct-provider and BYOK routing are separate lanes.
Pricing & Revenue
You set per-token input and output prices for each model you serve. The platform takes a fee and you keep the remainder. Payments settle on-chain — no invoicing, no waiting.
Reputation & Slashing
Your reputation score is based on uptime, latency, and request success rate. Higher reputation means more traffic routed to you. Sustained downtime or SLA violations can result in stake slashing.
Requirements
- GPU hardware (NVIDIA A100/H100) or Modal/cloud account
- TNT stake to register on-chain (slashable on SLA violations)
- Publicly accessible HTTPS endpoint
- Health check endpoint at
/health - Low-latency responses (routing favors faster operators)
Deploy & Register
- Pick or build a Blueprint. Deploy a vLLM, Ollama, TGI, or custom inference target. Your endpoint must serve the OpenAI-compatible
/v1/chat/completionsroute and expose a/healthcheck. - Deploy on Tangle. Use the Tangle CLI to publish your Blueprint and stand up a service instance on testnet:bash
cargo tangle blueprint deploy - Register & stake on-chain. Call
registerOperator()on the Blueprint Service Manager, stake TNT collateral, and set your endpoint URL and per-token pricing on-chain. - Get discovered. The gateway's chain-sync picks up your operator automatically. Once your first health check passes, the router starts ranking you against live latency, uptime, and price and routing traffic your way.
Ready to register?
Register your endpoint and models in the console, then finish on-chain staking to go live.